Asymptotics of _2 Regularized Network Embeddings Jan 5, 2022 Link Prediction Node Classification
Code Code Available Graph Decipher: A transparent dual-attention graph neural network to understand the message-passing mechanism for the node classification Jan 4, 2022 Graph Neural Network Node Classification
— Unverified Hypergraph-Induced Semantic Tuplet Loss for Deep Metric Learning Jan 1, 2022 Metric Learning Node Classification
Code Code Available Toward the Analysis of Graph Neural Networks Jan 1, 2022 Node Classification
— Unverified Motif Graph Neural Network Dec 30, 2021 Graph Classification Graph Embedding
Code Code Available Deformable Graph Convolutional Networks Dec 29, 2021 Node Classification Node Classification on Non-Homophilic (Heterophilic) Graphs
Code Code Available SkipNode: On Alleviating Performance Degradation for Deep Graph Convolutional Networks Dec 22, 2021 Link Prediction Node Classification
Code Code Available D-HYPR: Harnessing Neighborhood Modeling and Asymmetry Preservation for Digraph Representation Learning Dec 22, 2021 Link Prediction Link Property Prediction
Code Code Available A Comprehensive Analytical Survey on Unsupervised and Semi-Supervised Graph Representation Learning Methods Dec 20, 2021 Clustering CPU
— Unverified Lifelong Learning on Evolving Graphs Under the Constraints of Imbalanced Classes and New Classes Dec 20, 2021 Graph Attention Graph Learning
Code Code Available Time-Aware Neighbor Sampling for Temporal Graph Networks Dec 18, 2021 Node Classification
— Unverified BGL: GPU-Efficient GNN Training by Optimizing Graph Data I/O and Preprocessing Dec 16, 2021 GPU Graph Property Prediction
— Unverified Graph Convolutional Networks with Dual Message Passing for Subgraph Isomorphism Counting and Matching Dec 16, 2021 Node Classification Representation Learning
Code Code Available Neighborhood Random Walk Graph Sampling for Regularized Bayesian Graph Convolutional Neural Networks Dec 14, 2021 Classification Edge Classification
— Unverified SHGNN: Structure-Aware Heterogeneous Graph Neural Network Dec 12, 2021 Graph Embedding Graph Neural Network
Code Code Available SCR: Training Graph Neural Networks with Consistency Regularization Dec 8, 2021 Node Classification Node Property Prediction
Code Code Available On the Use of Unrealistic Predictions in Hundreds of Papers Evaluating Graph Representations Dec 8, 2021 Graph Representation Learning Multi-Label Classification
— Unverified Learning Theory Can (Sometimes) Explain Generalisation in Graph Neural Networks Dec 7, 2021 Learning Theory Node Classification
— Unverified A Piece-wise Polynomial Filtering Approach for Graph Neural Networks Dec 7, 2021 Node Classification
Code Code Available Trivial bundle embeddings for learning graph representations Dec 5, 2021 Link Prediction Node Classification
— Unverified Augmentation-Free Self-Supervised Learning on Graphs Dec 5, 2021 Node Classification Self-Supervised Learning
Code Code Available Multi-scale Graph Convolutional Networks with Self-Attention Dec 4, 2021 Computational Efficiency Graph Classification
— Unverified Multi-task Self-distillation for Graph-based Semi-Supervised Learning Dec 2, 2021 Node Classification
— Unverified Source Free Unsupervised Graph Domain Adaptation Dec 2, 2021 Domain Adaptation GRAPH DOMAIN ADAPTATION
Code Code Available AutoGEL: An Automated Graph Neural Network with Explicit Link Information Dec 2, 2021 Graph Classification Graph Neural Network
Code Code Available Learning Spatial-Temporal Graphs for Active Speaker Detection Dec 2, 2021 Active Speaker Detection Audio-Visual Active Speaker Detection
— Unverified Imbalanced Graph Classification via Graph-of-Graph Neural Networks Dec 1, 2021 Classification Graph Classification
Code Code Available Structure-Aware Label Smoothing for Graph Neural Networks Dec 1, 2021 Classification Node Classification
— Unverified Ultrahyperbolic Neural Networks Dec 1, 2021 Node Classification
— Unverified Adaptive Data Augmentation on Temporal Graphs Dec 1, 2021 Data Augmentation Node Classification
— Unverified Contrastive Graph Poisson Networks: Semi-Supervised Learning with Extremely Limited Labels Dec 1, 2021 Graph Attention Node Classification
— Unverified Understanding over-squashing and bottlenecks on graphs via curvature Nov 29, 2021 Node Classification
Code Code Available p2pGNN: A Decentralized Graph Neural Network for Node Classification in Peer-to-Peer Networks Nov 29, 2021 Graph Neural Network Node Classification
Code Code Available HGATE: Heterogeneous Graph Attention Auto-Encoders Nov 28, 2021 Graph Attention Graph Representation Learning
Code Code Available Geometric Multimodal Deep Learning with Multi-Scaled Graph Wavelet Convolutional Network Nov 26, 2021 Multimodal Deep Learning Node Classification
— Unverified AutoHEnsGNN: Winning Solution to AutoGraph Challenge for KDD Cup 2020 Nov 25, 2021 Graph Classification Node Classification
Code Code Available On the Unreasonable Effectiveness of Feature propagation in Learning on Graphs with Missing Node Features Nov 23, 2021 GPU Node Classification
Code Code Available StrokeNet: Stroke Assisted and Hierarchical Graph Reasoning Networks Nov 23, 2021 Node Classification Relational Reasoning
— Unverified Network In Graph Neural Network Nov 23, 2021 Fraud Detection Graph Neural Network
— Unverified Graph Neural Networks with Feature and Structure Aware Random Walk Nov 19, 2021 Node Classification Representation Learning
— Unverified Transformation of Node to Knowledge Graph Embeddings for Faster Link Prediction in Social Networks Nov 17, 2021 Knowledge Graph Embeddings Link Prediction
Code Code Available Structure and Features Fusion with Evidential Graph Convolutional Neural Network for Node Classification Nov 16, 2021 Classification Graph Representation Learning
— Unverified Neural Class Expression Synthesis Nov 16, 2021 Knowledge Graphs Machine Translation
Code Code Available CN-Motifs Perceptive Graph Neural Networks Nov 15, 2021 Graph Representation Learning Node Classification
— Unverified p-Laplacian Based Graph Neural Networks Nov 14, 2021 Node Classification
Code Code Available Implicit vs Unfolded Graph Neural Networks Nov 12, 2021 Graph Attention Node Classification
— Unverified Simplifying approach to Node Classification in Graph Neural Networks Nov 12, 2021 Classification feature selection
Code Code Available Topic-aware latent models for representation learning on networks Nov 10, 2021 Community Detection Link Prediction
— Unverified Cold Brew: Distilling Graph Node Representations with Incomplete or Missing Neighborhoods Nov 8, 2021 Node Classification
Code Code Available Graph Embedding with Hierarchical Attentive Membership Oct 31, 2021 Graph Embedding Link Prediction
— Unverified 